Efficient Execution of Irregular Dataflow Graphs is popular PDF and ePub book, written by Nimish Shah in 2023-08-14, it is a fantastic choice for those who relish reading online the Technology & Engineering genre. Let's immerse ourselves in this engaging Technology & Engineering book by exploring the summary and details provided below. Remember, Efficient Execution of Irregular Dataflow Graphs can be Read Online from any device for your convenience.
Efficient Execution of Irregular Dataflow Graphs Book PDF Summary
This book focuses on the acceleration of emerging irregular sparse workloads, posed by novel artificial intelligent (AI) models and sparse linear algebra. Specifically, the book outlines several co-optimized hardware-software solutions for a highly promising class of emerging sparse AI models called Probabilistic Circuit (PC) and a similar sparse matrix workload for triangular linear systems (SpTRSV). The authors describe optimizations for the entire stack, targeting applications, compilation, hardware architecture and silicon implementation, resulting in orders of magnitude higher performance and energy-efficiency compared to the existing state-of-the-art solutions. Thus, this book provides important building blocks for the upcoming generation of edge AI platforms.
Detail Book of Efficient Execution of Irregular Dataflow Graphs PDF
- Author : Nimish Shah
- Release : 14 August 2023
- Publisher : Springer Nature
- ISBN : 9783031331367
- Genre : Technology & Engineering
- Total Page : 155 pages
- Language : English
- PDF File Size : 14,7 Mb
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